We like catching perch as well and we had catfish before also. We did not have Bluegill but I think they sound like a good fit as well.
I'm guessing that your perch looked a lot like this:
You almost certainly had bluegill, you just know them as "perch," which is a common regional term for any of the smaller sunfish.
